No, we are talking about a random electrical circuit noise in the analog NN hardware. Of course, if the noise is known and fixed, the net could learn to compensate (to a certain extent). The noise we are talking about is like when you put your finger on the chip, and raise its temperature by 10 degrees, the whole thing needs to be retrained.